apple/embedding-atlas

Health v2 · maintenance only

Adoption not part of the score

4921 stars · 321 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

Embedding Atlas is an open-source tool from Apple for interactive visualization of large embeddings and their metadata, supporting clustering, density contours, real-time nearest-neighbor search, and cross-filterable dashboards rendered with WebGPU. It ships as a Python CLI and Jupyter widget plus npm components for React and Svelte, and exposes an MCP server so AI agents can query and chart the data.

Use cases

• visualize a few million embeddings interactively in the browser
• explore clusters and outliers in embedding datasets with density contours
• find nearest neighbors for a query embedding in real time
• build cross-filtered dashboards over tabular metadata alongside embeddings
• inspect text, image, and audio data points inside an embedding projection
• let AI agents explore and chart a dataset via MCP
• embed an embedding visualization widget in a Jupyter notebook

When to choose

• you need to explore or debug large embedding collections (e.g., from LLM or ML pipelines)
• you want interactive clustering, search, and cross-filtering without building custom tooling
• you need a notebook widget or reusable React/Svelte components for embedding views
• your datasets scale to millions of points and need GPU-accelerated rendering

When to avoid

• you need general-purpose BI dashboards without embeddings
• you require a production analytics database or long-term data storage rather than an exploration tool
• your environment lacks WebGPU-capable browsers for large-scale rendering

Facets

application · maturity active

data-visualization search-engine machine-learning mcp cli data-visualization machine-learning large-language-models data-science developer-tools cli python cross-platform embeddings webgpu nearest-neighbors clustering jupyter-widget cross-filtering react-components svelte-components web-server nodejs

Member repositories

For agents

markdown · JSON · MCP: product_card(name="apple/embedding-atlas")